Overview

Dataset statistics

Number of variables20
Number of observations34642
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.3 MiB
Average record size in memory160.0 B

Variable types

Numeric19
DateTime1

Alerts

AC 17 is highly correlated with AC 18High correlation
AC 18 is highly correlated with AC 17High correlation
df_index is highly correlated with AC 1 and 3 other fieldsHigh correlation
AC 1 is highly correlated with df_indexHigh correlation
AC 2 is highly correlated with df_index and 1 other fieldsHigh correlation
AC 3 is highly correlated with df_indexHigh correlation
AC 4 is highly correlated with AC 2High correlation
AC 11 is highly correlated with AC 12 and 1 other fieldsHigh correlation
AC 12 is highly correlated with AC 11High correlation
AC 14 is highly correlated with AC 11High correlation
AC 17 is highly correlated with AC 18High correlation
AC 18 is highly correlated with df_index and 1 other fieldsHigh correlation
df_index has unique values Unique
Date & Time has unique values Unique
AC 1 has 11570 (33.4%) zeros Zeros
AC 2 has 3613 (10.4%) zeros Zeros
AC 3 has 3809 (11.0%) zeros Zeros
AC 4 has 7581 (21.9%) zeros Zeros
AC 5 has 2588 (7.5%) zeros Zeros
AC 6 has 5455 (15.7%) zeros Zeros
AC 7 has 3355 (9.7%) zeros Zeros
AC 8 has 5331 (15.4%) zeros Zeros
AC 9 has 2367 (6.8%) zeros Zeros
AC 10 has 1903 (5.5%) zeros Zeros
AC 11 has 5270 (15.2%) zeros Zeros
AC 12 has 3163 (9.1%) zeros Zeros
AC 13 has 1852 (5.3%) zeros Zeros
AC 14 has 1423 (4.1%) zeros Zeros
AC 15 has 2994 (8.6%) zeros Zeros
AC 16 has 3661 (10.6%) zeros Zeros
AC 17 has 583 (1.7%) zeros Zeros
AC 18 has 837 (2.4%) zeros Zeros

Reproduction

Analysis started2021-12-22 19:55:28.558002
Analysis finished2021-12-22 19:56:38.477648
Duration1 minute and 9.92 seconds
Software versionpandas-profiling v3.1.0
Download configurationconfig.json

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct34642
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47474.87836
Minimum0
Maximum87839
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:38.701092image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile3536.1
Q117874.5
median51180
Q370077.5
95-th percentile84296.9
Maximum87839
Range87839
Interquartile range (IQR)52203

Descriptive statistics

Standard deviation26576.43508
Coefficient of variation (CV)0.5597999615
Kurtosis-1.148025165
Mean47474.87836
Median Absolute Deviation (MAD)19907
Skewness-0.3319867658
Sum1644624736
Variance706306901.4
MonotonicityStrictly increasing
2021-12-22T11:56:38.875624image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01
 
< 0.1%
417611
 
< 0.1%
703361
 
< 0.1%
721621
 
< 0.1%
725021
 
< 0.1%
669041
 
< 0.1%
28681
 
< 0.1%
151541
 
< 0.1%
745451
 
< 0.1%
110561
 
< 0.1%
Other values (34632)34632
> 99.9%
ValueCountFrequency (%)
01
< 0.1%
21
< 0.1%
41
< 0.1%
61
< 0.1%
81
< 0.1%
101
< 0.1%
121
< 0.1%
141
< 0.1%
181
< 0.1%
201
< 0.1%
ValueCountFrequency (%)
878391
< 0.1%
878371
< 0.1%
878351
< 0.1%
878331
< 0.1%
878311
< 0.1%
878291
< 0.1%
878271
< 0.1%
878251
< 0.1%
878231
< 0.1%
878211
< 0.1%

Date & Time
Date

UNIQUE

Distinct34642
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size270.8 KiB
Minimum2019-08-01 00:00:00
Maximum2019-09-30 23:59:00
2021-12-22T11:56:39.045172image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:39.313423image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

AC 1
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct23054
Distinct (%)66.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.394089398
Minimum0
Maximum11.19478906
Zeros11570
Zeros (%)33.4%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:39.489981image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2.081296143
Q33.767716064
95-th percentile6.897859058
Maximum11.19478906
Range11.19478906
Interquartile range (IQR)3.767716064

Descriptive statistics

Standard deviation2.309156098
Coefficient of variation (CV)0.9645237559
Kurtosis-0.03893428644
Mean2.394089398
Median Absolute Deviation (MAD)2.081296143
Skewness0.7917478274
Sum82936.04491
Variance5.332201884
MonotonicityNot monotonic
2021-12-22T11:56:39.655509image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
011570
33.4%
3.0194736332
 
< 0.1%
1.8715888672
 
< 0.1%
7.4559389652
 
< 0.1%
4.1869018552
 
< 0.1%
4.1327597662
 
< 0.1%
2.9082680662
 
< 0.1%
3.1647944342
 
< 0.1%
6.0212519532
 
< 0.1%
4.5240776372
 
< 0.1%
Other values (23044)23054
66.5%
ValueCountFrequency (%)
011570
33.4%
0.06168443681
 
< 0.1%
0.076531982421
 
< 0.1%
0.10674726871
 
< 0.1%
0.110336381
 
< 0.1%
0.11743857571
 
< 0.1%
0.1228895951
 
< 0.1%
0.13232772831
 
< 0.1%
0.13449076841
 
< 0.1%
0.14876766971
 
< 0.1%
ValueCountFrequency (%)
11.194789061
< 0.1%
11.029782231
< 0.1%
11.028666021
< 0.1%
11.02393751
< 0.1%
11.018453131
< 0.1%
11.003086911
< 0.1%
10.994543951
< 0.1%
10.969717771
< 0.1%
10.913944341
< 0.1%
10.790107421
< 0.1%

AC 2
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct31006
Distinct (%)89.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.872065429
Minimum0
Maximum11.14714063
Zeros3613
Zeros (%)10.4%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:39.851018image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.272895203
median3.738743286
Q35.334570435
95-th percentile8.27211416
Maximum11.14714063
Range11.14714063
Interquartile range (IQR)3.061675232

Descriptive statistics

Standard deviation2.360155204
Coefficient of variation (CV)0.6095339159
Kurtosis-0.2211130572
Mean3.872065429
Median Absolute Deviation (MAD)1.524687866
Skewness0.3305838235
Sum134136.0906
Variance5.570332585
MonotonicityNot monotonic
2021-12-22T11:56:40.029511image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
03613
 
10.4%
2.8729455572
 
< 0.1%
2.7243444822
 
< 0.1%
4.0350234372
 
< 0.1%
4.5276386722
 
< 0.1%
4.4380615232
 
< 0.1%
8.1858530272
 
< 0.1%
3.2837419432
 
< 0.1%
9.1113017582
 
< 0.1%
3.122895022
 
< 0.1%
Other values (30996)31011
89.5%
ValueCountFrequency (%)
03613
10.4%
0.042859642031
 
< 0.1%
0.047947643281
 
< 0.1%
0.062307613371
 
< 0.1%
0.06397087861
 
< 0.1%
0.064007705691
 
< 0.1%
0.06402247621
 
< 0.1%
0.064086982731
 
< 0.1%
0.064140632631
 
< 0.1%
0.065185462951
 
< 0.1%
ValueCountFrequency (%)
11.147140631
< 0.1%
11.12884181
< 0.1%
11.112225591
< 0.1%
11.099070311
< 0.1%
11.075647461
< 0.1%
11.04963771
< 0.1%
11.034695311
< 0.1%
11.03145411
< 0.1%
11.010848631
< 0.1%
11.006394531
< 0.1%

AC 3
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct30800
Distinct (%)88.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.504698491
Minimum0
Maximum8.43090918
Zeros3809
Zeros (%)11.0%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:40.214047image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.663071533
median2.417197144
Q33.351790955
95-th percentile5.04409082
Maximum8.43090918
Range8.43090918
Interquartile range (IQR)1.688719421

Descriptive statistics

Standard deviation1.452713419
Coefficient of variation (CV)0.5799953265
Kurtosis0.3613781141
Mean2.504698491
Median Absolute Deviation (MAD)0.8353283081
Skewness0.3422027003
Sum86767.76513
Variance2.110376278
MonotonicityNot monotonic
2021-12-22T11:56:40.378605image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
03809
 
11.0%
3.8473654792
 
< 0.1%
1.3658732912
 
< 0.1%
1.8808367922
 
< 0.1%
2.5877661132
 
< 0.1%
2.9104777832
 
< 0.1%
1.5789483642
 
< 0.1%
2.362892092
 
< 0.1%
2.1595581052
 
< 0.1%
2.0996743162
 
< 0.1%
Other values (30790)30815
89.0%
ValueCountFrequency (%)
03809
11.0%
0.07425355531
 
< 0.1%
0.075366165161
 
< 0.1%
0.077302764891
 
< 0.1%
0.07947056581
 
< 0.1%
0.080526237491
 
< 0.1%
0.080619087221
 
< 0.1%
0.082790863041
 
< 0.1%
0.092936523441
 
< 0.1%
0.098211471561
 
< 0.1%
ValueCountFrequency (%)
8.430909181
< 0.1%
8.4114941411
< 0.1%
8.3336650391
< 0.1%
8.3301757811
< 0.1%
8.2727763671
< 0.1%
8.2622285161
< 0.1%
8.2381503911
< 0.1%
8.2350429691
< 0.1%
8.2250693361
< 0.1%
8.2036357421
< 0.1%

AC 4
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct27035
Distinct (%)78.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.313283362
Minimum0
Maximum9.849143555
Zeros7581
Zeros (%)21.9%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:40.558098image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.279719116
median2.255592773
Q33.313595459
95-th percentile5.370586548
Maximum9.849143555
Range9.849143555
Interquartile range (IQR)2.033876343

Descriptive statistics

Standard deviation1.705811038
Coefficient of variation (CV)0.737398222
Kurtosis0.009144763889
Mean2.313283362
Median Absolute Deviation (MAD)1.019396179
Skewness0.4474233639
Sum80136.76223
Variance2.909791298
MonotonicityNot monotonic
2021-12-22T11:56:40.749616image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
07581
 
21.9%
2.344656252
 
< 0.1%
3.0246093752
 
< 0.1%
2.349656252
 
< 0.1%
4.4240610352
 
< 0.1%
2.5194582522
 
< 0.1%
2.7855410162
 
< 0.1%
2.2676894532
 
< 0.1%
2.7123947752
 
< 0.1%
4.3212382812
 
< 0.1%
Other values (27025)27043
78.1%
ValueCountFrequency (%)
07581
21.9%
1.423256192 × 10-51
 
< 0.1%
0.00049104627971
 
< 0.1%
0.0015347013471
 
< 0.1%
0.0026708385941
 
< 0.1%
0.0027822461131
 
< 0.1%
0.0033699986931
 
< 0.1%
0.0037636067871
 
< 0.1%
0.0040285620691
 
< 0.1%
0.013869523051
 
< 0.1%
ValueCountFrequency (%)
9.8491435551
< 0.1%
9.7286015621
< 0.1%
9.6318496091
< 0.1%
9.6002509771
< 0.1%
9.5491123051
< 0.1%
9.5381660161
< 0.1%
9.5189453121
< 0.1%
9.5187275391
< 0.1%
9.4698808591
< 0.1%
9.367127931
< 0.1%

AC 5
Real number (ℝ≥0)

ZEROS

Distinct32023
Distinct (%)92.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.466444486
Minimum0
Maximum5.495358398
Zeros2588
Zeros (%)7.5%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:40.934120image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.00832634
median1.408947998
Q31.903033508
95-th percentile2.756116174
Maximum5.495358398
Range5.495358398
Interquartile range (IQR)0.8947071686

Descriptive statistics

Standard deviation0.7485150551
Coefficient of variation (CV)0.510428497
Kurtosis0.7236269949
Mean1.466444486
Median Absolute Deviation (MAD)0.4394423523
Skewness0.3511872826
Sum50800.5699
Variance0.5602747877
MonotonicityNot monotonic
2021-12-22T11:56:41.086684image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
02588
 
7.5%
2.038930422
 
< 0.1%
1.9790174562
 
< 0.1%
1.501666872
 
< 0.1%
1.779497072
 
< 0.1%
1.2619749762
 
< 0.1%
1.2394312742
 
< 0.1%
2.4931191412
 
< 0.1%
1.0717175292
 
< 0.1%
2.0625844732
 
< 0.1%
Other values (32013)32036
92.5%
ValueCountFrequency (%)
02588
7.5%
0.073417724611
 
< 0.1%
0.073483390811
 
< 0.1%
0.074521224981
 
< 0.1%
0.074958465581
 
< 0.1%
0.076126953121
 
< 0.1%
0.080358383181
 
< 0.1%
0.096927162171
 
< 0.1%
0.11321435551
 
< 0.1%
0.12167802431
 
< 0.1%
ValueCountFrequency (%)
5.4953583981
< 0.1%
5.201923341
< 0.1%
5.0432236331
< 0.1%
5.0411791991
< 0.1%
4.9062167971
< 0.1%
4.8921977541
< 0.1%
4.8845922851
< 0.1%
4.876792481
< 0.1%
4.8763764651
< 0.1%
4.8740126951
< 0.1%

AC 6
Real number (ℝ≥0)

ZEROS

Distinct29151
Distinct (%)84.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.709061098
Minimum0
Maximum9.929291016
Zeros5455
Zeros (%)15.7%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:41.355963image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.877316162
median2.819161865
Q33.742867737
95-th percentile5.195097388
Maximum9.929291016
Range9.929291016
Interquartile range (IQR)1.865551575

Descriptive statistics

Standard deviation1.590249042
Coefficient of variation (CV)0.5870111396
Kurtosis-0.2300756941
Mean2.709061098
Median Absolute Deviation (MAD)0.9327965088
Skewness-0.1068010393
Sum93847.29455
Variance2.528892016
MonotonicityNot monotonic
2021-12-22T11:56:41.566401image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
05455
 
15.7%
5.1079042972
 
< 0.1%
3.8496584472
 
< 0.1%
1.7678715822
 
< 0.1%
5.9272875982
 
< 0.1%
4.6231157232
 
< 0.1%
2.635228762
 
< 0.1%
3.605923342
 
< 0.1%
3.4450036622
 
< 0.1%
3.6696589362
 
< 0.1%
Other values (29141)29169
84.2%
ValueCountFrequency (%)
05455
15.7%
0.064659278871
 
< 0.1%
0.091483642581
 
< 0.1%
0.092366333011
 
< 0.1%
0.093392372131
 
< 0.1%
0.097008987431
 
< 0.1%
0.097116012571
 
< 0.1%
0.09830998231
 
< 0.1%
0.098327278141
 
< 0.1%
0.1006039811
 
< 0.1%
ValueCountFrequency (%)
9.9292910161
< 0.1%
9.6664238281
< 0.1%
9.2271582031
< 0.1%
8.9442851561
< 0.1%
8.8180605471
< 0.1%
8.7848046871
< 0.1%
8.5958632811
< 0.1%
8.3655351561
< 0.1%
8.3300585941
< 0.1%
8.3249365231
< 0.1%

AC 7
Real number (ℝ≥0)

ZEROS

Distinct31255
Distinct (%)90.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.945135605
Minimum0
Maximum9.356776367
Zeros3355
Zeros (%)9.7%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:41.748913image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.161930786
median2.976191284
Q33.852767273
95-th percentile5.347440649
Maximum9.356776367
Range9.356776367
Interquartile range (IQR)1.690836487

Descriptive statistics

Standard deviation1.487934048
Coefficient of variation (CV)0.5052175001
Kurtosis0.4155042966
Mean2.945135605
Median Absolute Deviation (MAD)0.8436320801
Skewness-0.04822787553
Sum102025.3876
Variance2.213947731
MonotonicityNot monotonic
2021-12-22T11:56:41.911479image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
03355
 
9.7%
3.142465822
 
< 0.1%
2.5271064452
 
< 0.1%
4.2762895512
 
< 0.1%
4.2370957032
 
< 0.1%
3.2407802732
 
< 0.1%
3.4961928712
 
< 0.1%
3.0431630862
 
< 0.1%
2.6499570312
 
< 0.1%
2.8152226562
 
< 0.1%
Other values (31245)31269
90.3%
ValueCountFrequency (%)
03355
9.7%
0.052820983891
 
< 0.1%
0.056585941311
 
< 0.1%
0.058953811651
 
< 0.1%
0.061760089871
 
< 0.1%
0.064931327821
 
< 0.1%
0.066067512511
 
< 0.1%
0.068227371221
 
< 0.1%
0.068581481931
 
< 0.1%
0.07467517091
 
< 0.1%
ValueCountFrequency (%)
9.3567763671
< 0.1%
9.2590097661
< 0.1%
9.2512324221
< 0.1%
9.2021113281
< 0.1%
9.2007070311
< 0.1%
9.1533925781
< 0.1%
9.1463017581
< 0.1%
9.1128427731
< 0.1%
9.1077968751
< 0.1%
9.073153321
< 0.1%

AC 8
Real number (ℝ≥0)

ZEROS

Distinct29269
Distinct (%)84.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.568989438
Minimum0
Maximum9.331505859
Zeros5331
Zeros (%)15.4%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:42.108951image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.766606171
median2.62213562
Q33.538364075
95-th percentile5.037801733
Maximum9.331505859
Range9.331505859
Interquartile range (IQR)1.771757904

Descriptive statistics

Standard deviation1.531968043
Coefficient of variation (CV)0.5963310009
Kurtosis-0.09593831258
Mean2.568989438
Median Absolute Deviation (MAD)0.885206543
Skewness0.008589821761
Sum88994.93213
Variance2.346926085
MonotonicityNot monotonic
2021-12-22T11:56:42.287473image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
05331
 
15.4%
3.3246645512
 
< 0.1%
2.7061872562
 
< 0.1%
3.1337321782
 
< 0.1%
2.6522653812
 
< 0.1%
2.1091237792
 
< 0.1%
2.4504526372
 
< 0.1%
3.1398769532
 
< 0.1%
2.5624663092
 
< 0.1%
3.0456679692
 
< 0.1%
Other values (29259)29293
84.6%
ValueCountFrequency (%)
05331
15.4%
0.010947653771
 
< 0.1%
0.046813373571
 
< 0.1%
0.054724411011
 
< 0.1%
0.060585762021
 
< 0.1%
0.061129657751
 
< 0.1%
0.061300239561
 
< 0.1%
0.061558383941
 
< 0.1%
0.061802890781
 
< 0.1%
0.061968544011
 
< 0.1%
ValueCountFrequency (%)
9.3315058591
< 0.1%
9.2246464841
< 0.1%
9.122903321
< 0.1%
9.0432636721
< 0.1%
9.0309619141
< 0.1%
9.00031251
< 0.1%
8.8817246091
< 0.1%
8.761284181
< 0.1%
8.6369707031
< 0.1%
8.6130156251
< 0.1%

AC 9
Real number (ℝ≥0)

ZEROS

Distinct32241
Distinct (%)93.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.149919277
Minimum0
Maximum10.02674707
Zeros2367
Zeros (%)6.8%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:42.450068image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.273552063
median3.046701538
Q34.046423828
95-th percentile5.824332959
Maximum10.02674707
Range10.02674707
Interquartile range (IQR)1.772871765

Descriptive statistics

Standard deviation1.534837638
Coefficient of variation (CV)0.4872625304
Kurtosis0.8566130427
Mean3.149919277
Median Absolute Deviation (MAD)0.8699578857
Skewness0.2796879564
Sum109119.5036
Variance2.355726575
MonotonicityNot monotonic
2021-12-22T11:56:42.657484image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
02367
 
6.8%
2.1780859382
 
< 0.1%
3.0869606932
 
< 0.1%
2.6065520022
 
< 0.1%
3.0552312012
 
< 0.1%
3.5972663572
 
< 0.1%
4.3056425782
 
< 0.1%
4.7647998052
 
< 0.1%
3.7083884282
 
< 0.1%
3.056632082
 
< 0.1%
Other values (32231)32257
93.1%
ValueCountFrequency (%)
02367
6.8%
0.081387260441
 
< 0.1%
0.081616607671
 
< 0.1%
0.08872534181
 
< 0.1%
0.089771926881
 
< 0.1%
0.10527631381
 
< 0.1%
0.1076413041
 
< 0.1%
0.10965686041
 
< 0.1%
0.10995494841
 
< 0.1%
0.11009725191
 
< 0.1%
ValueCountFrequency (%)
10.026747071
< 0.1%
9.7983857421
< 0.1%
9.7494072271
< 0.1%
9.6672480471
< 0.1%
9.6070869141
< 0.1%
9.5952246091
< 0.1%
9.562281251
< 0.1%
9.5376152341
< 0.1%
9.5244960941
< 0.1%
9.5234121091
< 0.1%

AC 10
Real number (ℝ≥0)

ZEROS

Distinct32711
Distinct (%)94.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.539393139
Minimum0
Maximum4.625029785
Zeros1903
Zeros (%)5.5%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:42.838003image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.106887299
median1.500257202
Q31.97783606
95-th percentile2.742939941
Maximum4.625029785
Range4.625029785
Interquartile range (IQR)0.870948761

Descriptive statistics

Standard deviation0.7003723441
Coefficient of variation (CV)0.4549665229
Kurtosis0.4261369435
Mean1.539393139
Median Absolute Deviation (MAD)0.4287334595
Skewness0.1226602453
Sum53327.65714
Variance0.4905214204
MonotonicityNot monotonic
2021-12-22T11:56:43.017554image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01903
 
5.5%
1.8296898192
 
< 0.1%
2.1150712892
 
< 0.1%
1.1970751952
 
< 0.1%
0.65902563482
 
< 0.1%
1.5609974372
 
< 0.1%
1.2640982672
 
< 0.1%
1.0405532232
 
< 0.1%
1.988874392
 
< 0.1%
0.93090081792
 
< 0.1%
Other values (32701)32721
94.5%
ValueCountFrequency (%)
01903
5.5%
0.071104515081
 
< 0.1%
0.071471199041
 
< 0.1%
0.079764877321
 
< 0.1%
0.083591148381
 
< 0.1%
0.1002799531
 
< 0.1%
0.10032934571
 
< 0.1%
0.10118180081
 
< 0.1%
0.10349259951
 
< 0.1%
0.10349970251
 
< 0.1%
ValueCountFrequency (%)
4.6250297851
< 0.1%
4.5610195311
< 0.1%
4.4982724611
< 0.1%
4.4293281251
< 0.1%
4.4284355471
< 0.1%
4.38718751
< 0.1%
4.3558061521
< 0.1%
4.3213613281
< 0.1%
4.2599184571
< 0.1%
4.2480708011
< 0.1%

AC 11
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct29342
Distinct (%)84.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.486161853
Minimum0
Maximum10.36315137
Zeros5270
Zeros (%)15.2%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:43.204023image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.640117249
median2.409043335
Q33.36275293
95-th percentile5.170304077
Maximum10.36315137
Range10.36315137
Interquartile range (IQR)1.722635681

Descriptive statistics

Standard deviation1.588902335
Coefficient of variation (CV)0.6390985097
Kurtosis1.075884584
Mean2.486161853
Median Absolute Deviation (MAD)0.856703125
Skewness0.5189782705
Sum86125.6189
Variance2.52461063
MonotonicityNot monotonic
2021-12-22T11:56:43.454381image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
05270
 
15.2%
3.0049934082
 
< 0.1%
4.1542094732
 
< 0.1%
3.3151044922
 
< 0.1%
2.4104875492
 
< 0.1%
1.0593515632
 
< 0.1%
3.8342797852
 
< 0.1%
2.3213469242
 
< 0.1%
1.9037180182
 
< 0.1%
4.9570693362
 
< 0.1%
Other values (29332)29354
84.7%
ValueCountFrequency (%)
05270
15.2%
0.072643997191
 
< 0.1%
0.077930229191
 
< 0.1%
0.099869773861
 
< 0.1%
0.10122793581
 
< 0.1%
0.10234134671
 
< 0.1%
0.10355025481
 
< 0.1%
0.10379632571
 
< 0.1%
0.10512866971
 
< 0.1%
0.10532804111
 
< 0.1%
ValueCountFrequency (%)
10.363151371
< 0.1%
10.344426761
< 0.1%
10.094864261
< 0.1%
9.9825683591
< 0.1%
9.8867421871
< 0.1%
9.8777460941
< 0.1%
9.8768144531
< 0.1%
9.8709072271
< 0.1%
9.8670126951
< 0.1%
9.8359199221
< 0.1%

AC 12
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct31444
Distinct (%)90.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.815970359
Minimum0
Maximum9.887305664
Zeros3163
Zeros (%)9.1%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:43.626893image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.066214294
median2.824785889
Q33.660598999
95-th percentile5.017686597
Maximum9.887305664
Range9.887305664
Interquartile range (IQR)1.594384705

Descriptive statistics

Standard deviation1.402621897
Coefficient of variation (CV)0.4980954053
Kurtosis0.8118488801
Mean2.815970359
Median Absolute Deviation (MAD)0.7939100342
Skewness0.04718841721
Sum97550.84518
Variance1.967348187
MonotonicityNot monotonic
2021-12-22T11:56:43.799962image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
03163
 
9.1%
2.7869594732
 
< 0.1%
2.8323552252
 
< 0.1%
3.1653444822
 
< 0.1%
3.7069157712
 
< 0.1%
2.6016059572
 
< 0.1%
3.9202868652
 
< 0.1%
2.6969841312
 
< 0.1%
4.6935419922
 
< 0.1%
2.8141315922
 
< 0.1%
Other values (31434)31461
90.8%
ValueCountFrequency (%)
03163
9.1%
0.045975677491
 
< 0.1%
0.061004959111
 
< 0.1%
0.062188903811
 
< 0.1%
0.063721977231
 
< 0.1%
0.064060935971
 
< 0.1%
0.065730438231
 
< 0.1%
0.065987922671
 
< 0.1%
0.068028282171
 
< 0.1%
0.071069450381
 
< 0.1%
ValueCountFrequency (%)
9.8873056641
< 0.1%
9.7085263671
< 0.1%
9.6601083981
< 0.1%
9.6323564451
< 0.1%
9.5768056641
< 0.1%
9.5733593751
< 0.1%
9.5675751951
< 0.1%
9.5617822271
< 0.1%
9.5316328121
< 0.1%
9.5110058591
< 0.1%

AC 13
Real number (ℝ≥0)

ZEROS

Distinct32744
Distinct (%)94.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.313003707
Minimum0
Maximum9.796392578
Zeros1852
Zeros (%)5.3%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:43.970539image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13.27309198
median4.239078125
Q35.433044312
95-th percentile7.575033521
Maximum9.796392578
Range9.796392578
Interquartile range (IQR)2.159952332

Descriptive statistics

Standard deviation1.872006842
Coefficient of variation (CV)0.4340378468
Kurtosis0.4179649143
Mean4.313003707
Median Absolute Deviation (MAD)1.06927124
Skewness-0.05291426274
Sum149411.0744
Variance3.504409617
MonotonicityNot monotonic
2021-12-22T11:56:44.146036image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01852
 
5.3%
5.5928823242
 
< 0.1%
5.2966879882
 
< 0.1%
3.4715776372
 
< 0.1%
4.9411660162
 
< 0.1%
2.7499882812
 
< 0.1%
4.4512646482
 
< 0.1%
5.777673342
 
< 0.1%
4.3343300782
 
< 0.1%
3.4155986332
 
< 0.1%
Other values (32734)32772
94.6%
ValueCountFrequency (%)
01852
5.3%
0.053765083311
 
< 0.1%
0.078054382321
 
< 0.1%
0.080964263921
 
< 0.1%
0.091301589971
 
< 0.1%
0.092245460511
 
< 0.1%
0.095877151491
 
< 0.1%
0.098273933411
 
< 0.1%
0.11567086031
 
< 0.1%
0.16628208921
 
< 0.1%
ValueCountFrequency (%)
9.7963925781
< 0.1%
9.7722998051
< 0.1%
9.7522363281
< 0.1%
9.7049082031
< 0.1%
9.6936367191
< 0.1%
9.6889609371
< 0.1%
9.6871464841
< 0.1%
9.6816425781
< 0.1%
9.6317021481
< 0.1%
9.6302373051
< 0.1%

AC 14
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct33190
Distinct (%)95.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.957059635
Minimum0
Maximum9.05496875
Zeros1423
Zeros (%)4.1%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:44.319571image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1.065869006
Q11.85509314
median2.79464502
Q33.892645813
95-th percentile5.677727734
Maximum9.05496875
Range9.05496875
Interquartile range (IQR)2.037552673

Descriptive statistics

Standard deviation1.505042947
Coefficient of variation (CV)0.5089660448
Kurtosis0.2735678254
Mean2.957059635
Median Absolute Deviation (MAD)1.006006348
Skewness0.4968710777
Sum102438.4599
Variance2.265154271
MonotonicityNot monotonic
2021-12-22T11:56:44.471167image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
01423
 
4.1%
3.2939821782
 
< 0.1%
4.2982846682
 
< 0.1%
2.6464836432
 
< 0.1%
3.2426469732
 
< 0.1%
3.722096682
 
< 0.1%
2.2806850592
 
< 0.1%
4.1480390622
 
< 0.1%
4.9983115232
 
< 0.1%
3.4616628422
 
< 0.1%
Other values (33180)33201
95.8%
ValueCountFrequency (%)
01423
4.1%
0.057771080021
 
< 0.1%
0.097418617251
 
< 0.1%
0.10045491031
 
< 0.1%
0.10278287511
 
< 0.1%
0.20213114931
 
< 0.1%
0.20340167241
 
< 0.1%
0.2061050111
 
< 0.1%
0.23834246831
 
< 0.1%
0.25584016421
 
< 0.1%
ValueCountFrequency (%)
9.054968751
< 0.1%
9.0517294921
< 0.1%
9.0200986331
< 0.1%
8.9668632811
< 0.1%
8.9657246091
< 0.1%
8.9355888671
< 0.1%
8.9259257811
< 0.1%
8.9235380861
< 0.1%
8.9167177731
< 0.1%
8.9075527341
< 0.1%

AC 15
Real number (ℝ≥0)

ZEROS

Distinct31602
Distinct (%)91.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.124136391
Minimum0
Maximum10.34999805
Zeros2994
Zeros (%)8.6%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:44.635726image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13.025755554
median4.092966309
Q35.409612915
95-th percentile7.428825659
Maximum10.34999805
Range10.34999805
Interquartile range (IQR)2.383857361

Descriptive statistics

Standard deviation2.003805326
Coefficient of variation (CV)0.4858727104
Kurtosis0.1152899216
Mean4.124136391
Median Absolute Deviation (MAD)1.162825073
Skewness-0.1276483446
Sum142868.3329
Variance4.015235785
MonotonicityNot monotonic
2021-12-22T11:56:44.797294image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
02994
 
8.6%
5.3016572272
 
< 0.1%
3.161520022
 
< 0.1%
3.7310537112
 
< 0.1%
6.402514162
 
< 0.1%
3.3922316892
 
< 0.1%
5.526309572
 
< 0.1%
4.4063007812
 
< 0.1%
3.3185571292
 
< 0.1%
5.3441538092
 
< 0.1%
Other values (31592)31630
91.3%
ValueCountFrequency (%)
02994
8.6%
0.059942905431
 
< 0.1%
0.061845329281
 
< 0.1%
0.061907997131
 
< 0.1%
0.064327491761
 
< 0.1%
0.065555763241
 
< 0.1%
0.066614334111
 
< 0.1%
0.067039115911
 
< 0.1%
0.067620079041
 
< 0.1%
0.06887808991
 
< 0.1%
ValueCountFrequency (%)
10.349998051
< 0.1%
10.344078121
< 0.1%
10.278589841
< 0.1%
10.2551
< 0.1%
10.234355471
< 0.1%
10.231350591
< 0.1%
10.229627931
< 0.1%
10.226264651
< 0.1%
10.215993161
< 0.1%
10.198885741
< 0.1%

AC 16
Real number (ℝ≥0)

ZEROS

Distinct30952
Distinct (%)89.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.765702736
Minimum0
Maximum9.789501953
Zeros3661
Zeros (%)10.6%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:44.962851image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11.867401245
median2.685934082
Q33.701203064
95-th percentile5.471938501
Maximum9.789501953
Range9.789501953
Interquartile range (IQR)1.833801819

Descriptive statistics

Standard deviation1.538245296
Coefficient of variation (CV)0.5561860557
Kurtosis0.1504121083
Mean2.765702736
Median Absolute Deviation (MAD)0.9068327026
Skewness0.2029748109
Sum95809.47417
Variance2.36619859
MonotonicityNot monotonic
2021-12-22T11:56:45.129408image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
03661
 
10.6%
2.7726340332
 
< 0.1%
2.2811948242
 
< 0.1%
2.8296623542
 
< 0.1%
4.0963110352
 
< 0.1%
4.1778818362
 
< 0.1%
2.7421691892
 
< 0.1%
2.7598027342
 
< 0.1%
3.4498918462
 
< 0.1%
1.7471080322
 
< 0.1%
Other values (30942)30963
89.4%
ValueCountFrequency (%)
03661
10.6%
0.043272068021
 
< 0.1%
0.053732933041
 
< 0.1%
0.054828388211
 
< 0.1%
0.060913887021
 
< 0.1%
0.061236999511
 
< 0.1%
0.061502124791
 
< 0.1%
0.061630672451
 
< 0.1%
0.063411949161
 
< 0.1%
0.070056999211
 
< 0.1%
ValueCountFrequency (%)
9.7895019531
< 0.1%
9.2522080081
< 0.1%
9.143997071
< 0.1%
9.0116777341
< 0.1%
8.8359667971
< 0.1%
8.7700019531
< 0.1%
8.6914160161
< 0.1%
8.6610507811
< 0.1%
8.5980380861
< 0.1%
8.5804697271
< 0.1%

AC 17
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct33923
Distinct (%)97.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.255119185
Minimum0
Maximum5.950260742
Zeros583
Zeros (%)1.7%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:45.385723image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2.298912415
Q13.773064819
median4.624716309
Q34.97774353
95-th percentile5.340350879
Maximum5.950260742
Range5.950260742
Interquartile range (IQR)1.204678711

Descriptive statistics

Standard deviation1.078238006
Coefficient of variation (CV)0.253397839
Kurtosis2.970498944
Mean4.255119185
Median Absolute Deviation (MAD)0.4464968262
Skewness-1.640191977
Sum147405.8388
Variance1.162597198
MonotonicityNot monotonic
2021-12-22T11:56:45.550283image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0583
 
1.7%
4.6061401373
 
< 0.1%
5.4665346683
 
< 0.1%
4.4902968752
 
< 0.1%
4.9528486332
 
< 0.1%
4.3698896482
 
< 0.1%
5.1288764652
 
< 0.1%
4.8946499022
 
< 0.1%
5.1297993162
 
< 0.1%
4.5348051762
 
< 0.1%
Other values (33913)34039
98.3%
ValueCountFrequency (%)
0583
1.7%
0.10144555661
 
< 0.1%
0.12302650451
 
< 0.1%
0.12316110991
 
< 0.1%
0.12473667911
 
< 0.1%
0.13157522581
 
< 0.1%
0.14163800051
 
< 0.1%
0.16803338621
 
< 0.1%
0.19328070071
 
< 0.1%
0.26254458621
 
< 0.1%
ValueCountFrequency (%)
5.9502607421
< 0.1%
5.9453017581
< 0.1%
5.8631416021
< 0.1%
5.835781251
< 0.1%
5.8303203121
< 0.1%
5.8208652341
< 0.1%
5.815261231
< 0.1%
5.8020869141
< 0.1%
5.7982192381
< 0.1%
5.7959057621
< 0.1%

AC 18
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct33737
Distinct (%)97.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.453815486
Minimum0
Maximum11.04003125
Zeros837
Zeros (%)2.4%
Negative0
Negative (%)0.0%
Memory size270.8 KiB
2021-12-22T11:56:45.718831image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile3.461707507
Q14.00686853
median7.072845947
Q38.25281543
95-th percentile9.293142529
Maximum11.04003125
Range11.04003125
Interquartile range (IQR)4.245946899

Descriptive statistics

Standard deviation2.249975206
Coefficient of variation (CV)0.3486271355
Kurtosis-0.251521506
Mean6.453815486
Median Absolute Deviation (MAD)1.552670654
Skewness-0.6645544155
Sum223573.0761
Variance5.062388427
MonotonicityNot monotonic
2021-12-22T11:56:45.882395image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0837
 
2.4%
9.081784182
 
< 0.1%
7.8605952152
 
< 0.1%
8.3407666022
 
< 0.1%
8.7854179692
 
< 0.1%
9.2144013672
 
< 0.1%
8.3539892582
 
< 0.1%
9.5334638672
 
< 0.1%
9.0718066412
 
< 0.1%
8.4054833982
 
< 0.1%
Other values (33727)33787
97.5%
ValueCountFrequency (%)
0837
2.4%
0.2090859681
 
< 0.1%
0.20997526551
 
< 0.1%
0.22305358891
 
< 0.1%
0.22953938291
 
< 0.1%
0.23968191
 
< 0.1%
0.25184370421
 
< 0.1%
0.31756524661
 
< 0.1%
0.39612445071
 
< 0.1%
0.48831808471
 
< 0.1%
ValueCountFrequency (%)
11.040031251
< 0.1%
10.714826171
< 0.1%
10.378583011
< 0.1%
10.358765631
< 0.1%
10.321364261
< 0.1%
10.319741211
< 0.1%
10.290132811
< 0.1%
10.275463871
< 0.1%
10.25634181
< 0.1%
10.251425781
< 0.1%

Interactions

2021-12-22T11:56:34.050785image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:35.609433image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:38.763035image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:42.080137image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:45.293548image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:48.572665image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:52.132118image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:55.532442image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:58.893459image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:01.987187image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:05.049005image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:08.194595image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:11.188875image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:14.328945image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:17.501465image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:20.657055image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:23.708362image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:27.037532image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:30.540141image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:34.219306image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:35.797961image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:38.929559image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:42.236718image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:45.448132image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:48.727218image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:52.301696image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:55.686063image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:59.051038image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:02.145797image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:05.208611image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:08.345193image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:11.353469image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:14.491544image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:17.661037image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:20.813609image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:23.866971image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:27.205058image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:30.742632image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:34.378878image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:35.979445image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:39.124040image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:42.393337image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:45.597765image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:48.890784image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:52.504124image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:55.849593image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:59.239564image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:02.300350image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:05.368186image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:08.502798image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:11.597809image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:14.650086image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:17.820610image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:20.972213image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:24.027508image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:27.405546image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:30.948081image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:34.543471image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:36.166942image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:39.319518image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:42.549882image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:45.769332image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:49.070302image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:52.673671image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:56.024127image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:59.410079image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:02.459925image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:05.527758image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:08.660633image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:11.756359image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:14.896426image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:17.983203image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:21.126773image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:24.195088image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:27.572107image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:31.153532image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:34.709995image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:36.338486image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:39.511004image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:42.706492image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:45.954811image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:49.259801image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:52.848204image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:56.207669image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:59.559711image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:02.611518image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:05.683341image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:08.817241image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:11.918925image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:15.055004image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:18.221568image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:21.278368image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:24.355657image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:27.760602image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:31.348012image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:34.877581image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:36.581866image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:39.701495image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:42.871022image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:46.114389image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:49.452282image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:53.048670image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:56.363220image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:59.719284image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:02.778076image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:05.854885image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:08.975790image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:12.077500image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:15.217602image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:18.387123image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:21.518758image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:24.515203image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:27.935102image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:31.546456image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:35.036149image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:36.744434image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:39.893979image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:43.056527image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:46.264981image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:49.647791image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:53.203286image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:56.520833image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:59.874835image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:02.935652image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:06.019411image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:09.135398image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:12.238071image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:15.377143image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:18.546702image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:21.677334image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:24.682757image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:28.134569image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:31.734979image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:35.198720image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:36.900010image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:40.159272image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:43.263973image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:46.455443image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:49.823290image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:53.367816image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:56.695335image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:00.039396image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:03.091236image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:06.182002image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:09.291946image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:12.404115image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:15.541734image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:18.709234image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:21.837908image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:24.929130image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:28.311098image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:31.913469image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:35.352305image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:37.051611image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:40.338820image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:55:43.507353image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
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2021-12-22T11:56:20.490505image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:23.551812image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:26.854992image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:30.348680image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2021-12-22T11:56:33.854313image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Correlations

2021-12-22T11:56:46.058951image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-12-22T11:56:46.396056image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2021-12-22T11:56:46.741100image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-12-22T11:56:47.082186image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

2021-12-22T11:56:37.468651image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
A simple visualization of nullity by column.
2021-12-22T11:56:38.195404image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

df_indexDate & TimeAC 1AC 2AC 3AC 4AC 5AC 6AC 7AC 8AC 9AC 10AC 11AC 12AC 13AC 14AC 15AC 16AC 17AC 18
002019-08-01 00:00:007.5186328.7883150.0000000.0000002.6170454.0790412.7822764.6244475.2220602.1512381.5850720.5603733.1429412.7494705.4177744.1134603.3050726.735981
122019-08-01 00:02:007.4261148.9406150.0000000.0000002.5816253.7812312.5293665.0574235.3494652.4147152.1681841.8187303.0851102.7204843.3024223.9864833.2205886.379500
242019-08-01 00:04:007.0529869.1611030.0000000.0000002.5920953.8001272.3323046.3225213.9953922.2371143.3456242.3104093.1327992.6768613.5390263.7978813.1315606.363475
362019-08-01 00:06:006.6654469.0656260.0000000.0000002.5756393.7728912.5962005.8051323.5537781.8783562.7376452.5109723.0900072.6666044.6074393.0626103.0639536.127366
482019-08-01 00:08:006.6748389.0961300.0000000.0000002.0214723.1556972.8454176.3150603.0422441.9146502.4525002.1717913.0972022.7105725.3326962.6401502.8646805.662474
5102019-08-01 00:10:006.5671569.0372131.4734770.2843101.9930103.9100832.4933775.1696523.1254761.9006432.3988042.5033573.1148512.7741716.0680032.4971993.0637595.805874
6122019-08-01 00:12:006.4532449.0449191.8294501.6825361.8879943.2905342.3849304.9762523.0971641.9087292.3025482.5728763.1026152.7762316.4502413.0791203.0893166.246021
7142019-08-01 00:14:006.4654789.0903861.8556972.2596751.8103243.5108552.9651814.9566503.1249322.1837311.9066412.3916894.2894583.4954416.3651233.0178833.1401376.273877
8182019-08-01 00:18:006.3682248.1588232.8394882.3018622.8115523.5144423.3004194.3925413.0969563.5053461.8857032.2264694.3675085.1220326.3288343.3661553.5016776.745517
9202019-08-01 00:20:006.5188127.9627362.7364101.8874702.5802643.8525443.2266224.6144563.0660713.4300411.7997232.4314974.0235125.1791156.2046703.2807843.5493877.077375

Last rows

df_indexDate & TimeAC 1AC 2AC 3AC 4AC 5AC 6AC 7AC 8AC 9AC 10AC 11AC 12AC 13AC 14AC 15AC 16AC 17AC 18
34632878212019-09-30 23:41:002.8944488.1522824.1540712.3585521.1576660.0000003.0324324.6315094.8944421.6515985.0419304.1567004.4196452.4259403.6702221.5543953.4507733.641647
34633878232019-09-30 23:43:003.4673008.3351513.2808422.1042410.9879550.0000004.1796673.5958024.5451871.4636425.6235814.5167455.0378162.3041153.6610311.5975213.4618603.650063
34634878252019-09-30 23:45:002.8831338.5732942.9762982.0638150.0000000.0000004.6146674.7554584.2016661.3683666.1081054.2968015.0083592.7423673.7048921.5567222.6754395.850771
34635878272019-09-30 23:47:002.8071488.4829852.3577411.7647760.0000000.0000004.1827214.9976203.5768601.3787454.6958373.8923534.7669022.9739093.6936861.5786303.0433337.149420
34636878292019-09-30 23:49:000.0000006.6570142.4186701.5313520.0000000.0000004.0147354.8208833.5580042.8192544.5957293.5319025.2675062.8408723.7195381.5033133.0324597.171342
34637878312019-09-30 23:51:000.0000006.0895332.3226771.4229320.0000000.0000003.7299013.7473013.5783501.7141575.1464383.2530122.4644262.8297013.6938771.9924323.0294627.202612
34638878332019-09-30 23:53:000.0000006.0467652.1957541.8611750.8134540.0000003.6660803.0176283.6003971.5479534.3797713.1446663.0458072.6930684.0906791.9448543.0488587.348333
34639878352019-09-30 23:55:000.0000006.1223852.1921982.0833151.0462500.0000003.6684213.0063113.6143011.8608475.0197693.1542213.6480262.4395264.0627191.8543523.0275397.259989
34640878372019-09-30 23:57:001.2091766.1525322.2114210.0000001.4481030.0000003.1512482.8716903.4179422.1854935.1741682.7723493.7866572.0600234.0575251.8708862.9919467.134647
34641878392019-09-30 23:59:001.4304426.0782811.8911620.0000001.5774914.3642393.1263393.2872243.9869782.0139124.8218293.3638553.3801101.9492404.0263041.8621663.0094347.179719